Social impact of Palm Oil

Palm oil is a small ingredient in the U.S. diet, but more than half of all packaged products Americans consume contain palm oil—it’s found in lipstick, soaps, detergents, and even ice cream.
https://rspo.org/about
https://www.worldwildlife.org/industries/palm-oil

It would be nice to study a case with experimental data. The chemical kinetic model can be very simple, although. It would be useful when you show something to others.

Maybe Ritaank and Matthew can help with it. I will also make up some candidates on this issue.

https://discourse.julialang.org/t/ann-fluxopttools/25888
This link talks about using other Optim library optimisers along with Flux.

Hi @jiweiqi ,In robertson's code.. shouldn't one solve for _prob and not prob .. copying here code for the reference from
https://github.com/DENG-MIT/CRNN/blob/main/robertson/rober_crnn.jl

function predict_neuralode(u0, p; sample = datasize)
    global w_in, w_b, w_out = p2vec(p)
    _prob = remake(prob, tspan=[0, tsteps[sample]])                               # this line
    sol = solve(prob, alg, u0=u0, p=p, saveat=tsteps[1:sample],             # this line
                sensalg=sense, verbose=false, maxiters=maxiters)

``

Opening issue for bit detailed documentation on

• slope,
• scaling dydt,
• bounds on clamping weights, scaling weights
• scaling loss by the standard deviation
• sensealg for different cases (stiff and non-stiff)
• when to bother about g_norm or gradient in the training process(like we don't bother much in simple case 1)
• tanh vs gelu ? Comments on different activations in different cases

Plan to run a stiff problem to synthesis the difficulty of combustion problems.

Robertson's chemical reaction model is typically used to test algorithms for stiff problems.

http://www.dam.brown.edu/people/alcyew/handouts/numODE5.pdf